Overview
Brought to you by YData
Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 100000 |
| Missing cells | 243984 |
| Missing cells (%) | 13.6% |
| Duplicate rows | 9384 |
| Duplicate rows (%) | 9.4% |
| Total size in memory | 48.9 MiB |
| Average record size in memory | 512.6 B |
Variable types
| Categorical | 9 |
|---|---|
| Numeric | 7 |
| Unsupported | 2 |
| Dataset has 9384 (9.4%) duplicate rows | Duplicates |
adjusted_total_usd is highly overall correlated with base_salary and 2 other fields | High correlation |
base_salary is highly overall correlated with adjusted_total_usd and 3 other fields | High correlation |
conversion_rate is highly overall correlated with currency | High correlation |
currency is highly overall correlated with conversion_rate | High correlation |
employment_type is highly overall correlated with adjusted_total_usd and 1 other fields | High correlation |
experience_level is highly overall correlated with adjusted_total_usd and 2 other fields | High correlation |
salary_in_usd is highly overall correlated with total_salary | High correlation |
total_salary is highly overall correlated with base_salary and 2 other fields | High correlation |
experience_level has 20000 (20.0%) missing values | Missing |
employment_type has 23984 (24.0%) missing values | Missing |
education has 100000 (100.0%) missing values | Missing |
skills has 100000 (100.0%) missing values | Missing |
education is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
skills is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
years_experience has 4664 (4.7%) zeros | Zeros |
Reproduction
| Analysis started | 2025-07-06 08:29:54.533558 |
|---|---|
| Analysis finished | 2025-07-06 08:30:20.246330 |
| Duration | 25.71 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
job_title
Categorical
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.8 MiB |
| Data Analyst | |
|---|---|
| DevOps Engineer | |
| Research Scientist | |
| Sofware Engneer | |
| Software Engr | |
| Other values (7) |
Length
| Max length | 21 |
|---|---|
| Median length | 18 |
| Mean length | 14.09439 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Data Analyst |
|---|---|
| 2nd row | DevOps Engineer |
| 3rd row | Research Scientist |
| 4th row | Software Engr |
| 5th row | Software Engr |
Common Values
| Value | Count | Frequency (%) |
| Data Analyst | 16857 | |
| DevOps Engineer | 16764 | |
| Research Scientist | 16552 | |
| Sofware Engneer | 5755 | 5.8% |
| Software Engr | 5622 | 5.6% |
| Dt Scientist | 5574 | 5.6% |
| Softwre Engineer | 5574 | 5.6% |
| Data Scienist | 5564 | 5.6% |
| ML Engr | 5512 | 5.5% |
| Data Scntist | 5499 | 5.5% |
| Other values (2) | 10727 |
Length
| Value | Count | Frequency (%) |
| data | 27920 | |
| engineer | 22338 | |
| scientist | 22126 | |
| analyst | 16857 | 8.2% |
| devops | 16764 | 8.2% |
| research | 16552 | 8.1% |
| engr | 16416 | 8.0% |
| ml | 10957 | 5.3% |
| engneer | 5755 | 2.8% |
| sofware | 5755 | 2.8% |
| Other values (8) | 43842 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 166704 | |
| n | 149384 | |
| t | 122361 | 8.7% |
| a | 111190 | 7.9% |
| 105282 | 7.5% | |
| i | 99226 | 7.0% |
| r | 88739 | 6.3% |
| s | 83362 | 5.9% |
| g | 55236 | 3.9% |
| c | 55023 | 3.9% |
| Other values (16) | 372932 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1409439 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 166704 | |
| n | 149384 | |
| t | 122361 | 8.7% |
| a | 111190 | 7.9% |
| 105282 | 7.5% | |
| i | 99226 | 7.0% |
| r | 88739 | 6.3% |
| s | 83362 | 5.9% |
| g | 55236 | 3.9% |
| c | 55023 | 3.9% |
| Other values (16) | 372932 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1409439 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 166704 | |
| n | 149384 | |
| t | 122361 | 8.7% |
| a | 111190 | 7.9% |
| 105282 | 7.5% | |
| i | 99226 | 7.0% |
| r | 88739 | 6.3% |
| s | 83362 | 5.9% |
| g | 55236 | 3.9% |
| c | 55023 | 3.9% |
| Other values (16) | 372932 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1409439 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 166704 | |
| n | 149384 | |
| t | 122361 | 8.7% |
| a | 111190 | 7.9% |
| 105282 | 7.5% | |
| i | 99226 | 7.0% |
| r | 88739 | 6.3% |
| s | 83362 | 5.9% |
| g | 55236 | 3.9% |
| c | 55023 | 3.9% |
| Other values (16) | 372932 |
experience_level
Categorical
High correlation  Missing 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 20000 |
| Missing (%) | 20.0% |
| Memory size | 5.9 MiB |
| Mid | |
|---|---|
| Senior | |
| Lead | |
| Junior |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.7484375 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Mid |
|---|---|
| 2nd row | Mid |
| 3rd row | Lead |
| 4th row | Lead |
| 5th row | Lead |
Common Values
| Value | Count | Frequency (%) |
| Mid | 20079 | |
| Senior | 20063 | |
| Lead | 19944 | |
| Junior | 19914 | |
| (Missing) | 20000 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| mid | 20079 | |
| senior | 20063 | |
| lead | 19944 | |
| junior | 19914 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 60056 | |
| d | 40023 | |
| e | 40007 | |
| n | 39977 | |
| o | 39977 | |
| r | 39977 | |
| M | 20079 | 5.3% |
| S | 20063 | 5.3% |
| L | 19944 | 5.3% |
| a | 19944 | 5.3% |
| Other values (2) | 39828 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 379875 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 60056 | |
| d | 40023 | |
| e | 40007 | |
| n | 39977 | |
| o | 39977 | |
| r | 39977 | |
| M | 20079 | 5.3% |
| S | 20063 | 5.3% |
| L | 19944 | 5.3% |
| a | 19944 | 5.3% |
| Other values (2) | 39828 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 379875 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 60056 | |
| d | 40023 | |
| e | 40007 | |
| n | 39977 | |
| o | 39977 | |
| r | 39977 | |
| M | 20079 | 5.3% |
| S | 20063 | 5.3% |
| L | 19944 | 5.3% |
| a | 19944 | 5.3% |
| Other values (2) | 39828 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 379875 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 60056 | |
| d | 40023 | |
| e | 40007 | |
| n | 39977 | |
| o | 39977 | |
| r | 39977 | |
| M | 20079 | 5.3% |
| S | 20063 | 5.3% |
| L | 19944 | 5.3% |
| a | 19944 | 5.3% |
| Other values (2) | 39828 |
employment_type
Categorical
High correlation  Missing 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 23984 |
| Missing (%) | 24.0% |
| Memory size | 6.2 MiB |
| Part-time | |
|---|---|
| Full-time | |
| Contract | |
| Intern |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 8.0078273 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Contract |
|---|---|
| 2nd row | Contract |
| 3rd row | Full-time |
| 4th row | Intern |
| 5th row | Contract |
Common Values
| Value | Count | Frequency (%) |
| Part-time | 19146 | |
| Full-time | 19129 | |
| Contract | 18901 | |
| Intern | 18840 | |
| (Missing) | 23984 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| part-time | 19146 | |
| full-time | 19129 | |
| contract | 18901 | |
| intern | 18840 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 114063 | |
| e | 57115 | |
| r | 56887 | |
| n | 56581 | |
| i | 38275 | 6.3% |
| m | 38275 | 6.3% |
| - | 38275 | 6.3% |
| l | 38258 | 6.3% |
| a | 38047 | 6.3% |
| P | 19146 | 3.1% |
| Other values (6) | 113801 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 608723 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 114063 | |
| e | 57115 | |
| r | 56887 | |
| n | 56581 | |
| i | 38275 | 6.3% |
| m | 38275 | 6.3% |
| - | 38275 | 6.3% |
| l | 38258 | 6.3% |
| a | 38047 | 6.3% |
| P | 19146 | 3.1% |
| Other values (6) | 113801 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 608723 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 114063 | |
| e | 57115 | |
| r | 56887 | |
| n | 56581 | |
| i | 38275 | 6.3% |
| m | 38275 | 6.3% |
| - | 38275 | 6.3% |
| l | 38258 | 6.3% |
| a | 38047 | 6.3% |
| P | 19146 | 3.1% |
| Other values (6) | 113801 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 608723 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 114063 | |
| e | 57115 | |
| r | 56887 | |
| n | 56581 | |
| i | 38275 | 6.3% |
| m | 38275 | 6.3% |
| - | 38275 | 6.3% |
| l | 38258 | 6.3% |
| a | 38047 | 6.3% |
| P | 19146 | 3.1% |
| Other values (6) | 113801 |
company_size
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.9 MiB |
| Small | |
|---|---|
| Medium | |
| Large |
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 5.33469 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Medium |
|---|---|
| 2nd row | Small |
| 3rd row | Medium |
| 4th row | Large |
| 5th row | Large |
Common Values
| Value | Count | Frequency (%) |
| Small | 33538 | |
| Medium | 33469 | |
| Large | 32993 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| small | 33538 | |
| medium | 33469 | |
| large | 32993 |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 67076 | |
| m | 67007 | |
| a | 66531 | |
| e | 66462 | |
| S | 33538 | |
| M | 33469 | |
| d | 33469 | |
| i | 33469 | |
| u | 33469 | |
| L | 32993 | |
| Other values (2) | 65986 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 533469 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 67076 | |
| m | 67007 | |
| a | 66531 | |
| e | 66462 | |
| S | 33538 | |
| M | 33469 | |
| d | 33469 | |
| i | 33469 | |
| u | 33469 | |
| L | 32993 | |
| Other values (2) | 65986 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 533469 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 67076 | |
| m | 67007 | |
| a | 66531 | |
| e | 66462 | |
| S | 33538 | |
| M | 33469 | |
| d | 33469 | |
| i | 33469 | |
| u | 33469 | |
| L | 32993 | |
| Other values (2) | 65986 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 533469 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 67076 | |
| m | 67007 | |
| a | 66531 | |
| e | 66462 | |
| S | 33538 | |
| M | 33469 | |
| d | 33469 | |
| i | 33469 | |
| u | 33469 | |
| L | 32993 | |
| Other values (2) | 65986 |
company_location
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.9 MiB |
| UK | |
|---|---|
| Remote | |
| USA | |
| Canada | |
| India |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 4.81761 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Germany |
|---|---|
| 2nd row | India |
| 3rd row | Germany |
| 4th row | India |
| 5th row | Germany |
Common Values
| Value | Count | Frequency (%) |
| UK | 17087 | |
| Remote | 16704 | |
| USA | 16630 | |
| Canada | 16558 | |
| India | 16511 | |
| Germany | 16510 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| uk | 17087 | |
| remote | 16704 | |
| usa | 16630 | |
| canada | 16558 | |
| india | 16511 | |
| germany | 16510 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 82695 | |
| e | 49918 | 10.4% |
| n | 49579 | 10.3% |
| U | 33717 | 7.0% |
| m | 33214 | 6.9% |
| d | 33069 | 6.9% |
| K | 17087 | 3.5% |
| t | 16704 | 3.5% |
| R | 16704 | 3.5% |
| o | 16704 | 3.5% |
| Other values (8) | 132370 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 481761 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 82695 | |
| e | 49918 | 10.4% |
| n | 49579 | 10.3% |
| U | 33717 | 7.0% |
| m | 33214 | 6.9% |
| d | 33069 | 6.9% |
| K | 17087 | 3.5% |
| t | 16704 | 3.5% |
| R | 16704 | 3.5% |
| o | 16704 | 3.5% |
| Other values (8) | 132370 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 481761 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 82695 | |
| e | 49918 | 10.4% |
| n | 49579 | 10.3% |
| U | 33717 | 7.0% |
| m | 33214 | 6.9% |
| d | 33069 | 6.9% |
| K | 17087 | 3.5% |
| t | 16704 | 3.5% |
| R | 16704 | 3.5% |
| o | 16704 | 3.5% |
| Other values (8) | 132370 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 481761 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 82695 | |
| e | 49918 | 10.4% |
| n | 49579 | 10.3% |
| U | 33717 | 7.0% |
| m | 33214 | 6.9% |
| d | 33069 | 6.9% |
| K | 17087 | 3.5% |
| t | 16704 | 3.5% |
| R | 16704 | 3.5% |
| o | 16704 | 3.5% |
| Other values (8) | 132370 |
remote_ratio
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.6 MiB |
| 50 | |
|---|---|
| 0 | |
| 100 |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 1.998 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 100 |
| 3rd row | 0 |
| 4th row | 50 |
| 5th row | 100 |
Common Values
| Value | Count | Frequency (%) |
| 50 | 33652 | |
| 0 | 33274 | |
| 100 | 33074 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 50 | 33652 | |
| 0 | 33274 | |
| 100 | 33074 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 133074 | |
| 5 | 33652 | 16.8% |
| 1 | 33074 | 16.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 199800 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 133074 | |
| 5 | 33652 | 16.8% |
| 1 | 33074 | 16.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 199800 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 133074 | |
| 5 | 33652 | 16.8% |
| 1 | 33074 | 16.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 199800 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 133074 | |
| 5 | 33652 | 16.8% |
| 1 | 33074 | 16.6% |
salary_currency
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.7 MiB |
| GBP | |
|---|---|
| USD | |
| EUR | |
| INR | |
| CAD |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | INR |
|---|---|
| 2nd row | GBP |
| 3rd row | EUR |
| 4th row | INR |
| 5th row | INR |
Common Values
| Value | Count | Frequency (%) |
| GBP | 20197 | |
| USD | 20100 | |
| EUR | 20006 | |
| INR | 19864 | |
| CAD | 19833 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| gbp | 20197 | |
| usd | 20100 | |
| eur | 20006 | |
| inr | 19864 | |
| cad | 19833 |
Most occurring characters
| Value | Count | Frequency (%) |
| U | 40106 | |
| D | 39933 | |
| R | 39870 | |
| G | 20197 | |
| P | 20197 | |
| B | 20197 | |
| S | 20100 | |
| E | 20006 | |
| I | 19864 | |
| N | 19864 | |
| Other values (2) | 39666 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 300000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| U | 40106 | |
| D | 39933 | |
| R | 39870 | |
| G | 20197 | |
| P | 20197 | |
| B | 20197 | |
| S | 20100 | |
| E | 20006 | |
| I | 19864 | |
| N | 19864 | |
| Other values (2) | 39666 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 300000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| U | 40106 | |
| D | 39933 | |
| R | 39870 | |
| G | 20197 | |
| P | 20197 | |
| B | 20197 | |
| S | 20100 | |
| E | 20006 | |
| I | 19864 | |
| N | 19864 | |
| Other values (2) | 39666 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 300000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| U | 40106 | |
| D | 39933 | |
| R | 39870 | |
| G | 20197 | |
| P | 20197 | |
| B | 20197 | |
| S | 20100 | |
| E | 20006 | |
| I | 19864 | |
| N | 19864 | |
| Other values (2) | 39666 |
years_experience
Real number (ℝ)
Zeros 
| Distinct | 21 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.01073 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 4664 |
| Zeros (%) | 4.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 19 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 6.0580824 |
|---|---|
| Coefficient of variation (CV) | 0.6051589 |
| Kurtosis | -1.2126856 |
| Mean | 10.01073 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.0072859482 |
| Sum | 1001073 |
| Variance | 36.700362 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 18 | 4986 | 5.0% |
| 1 | 4953 | 5.0% |
| 3 | 4944 | 4.9% |
| 15 | 4943 | 4.9% |
| 13 | 4891 | 4.9% |
| 12 | 4856 | 4.9% |
| 17 | 4849 | 4.8% |
| 9 | 4847 | 4.8% |
| 6 | 4827 | 4.8% |
| 20 | 4794 | 4.8% |
| Other values (11) | 51110 |
| Value | Count | Frequency (%) |
| 0 | 4664 | |
| 1 | 4953 | |
| 2 | 4620 | |
| 3 | 4944 | |
| 4 | 4665 | |
| 5 | 4774 | |
| 6 | 4827 | |
| 7 | 4619 | |
| 8 | 4655 | |
| 9 | 4847 |
| Value | Count | Frequency (%) |
| 20 | 4794 | |
| 19 | 4436 | |
| 18 | 4986 | |
| 17 | 4849 | |
| 16 | 4769 | |
| 15 | 4943 | |
| 14 | 4764 | |
| 13 | 4891 | |
| 12 | 4856 | |
| 11 | 4575 |
base_salary
Real number (ℝ)
High correlation 
| Distinct | 29893 |
|---|---|
| Distinct (%) | 29.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 273915.48 |
| Minimum | -344.33716 |
|---|---|
| Maximum | 3121412.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 4 |
| Negative (%) | < 0.1% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | -344.33716 |
|---|---|
| 5-th percentile | 32282.153 |
| Q1 | 59139.57 |
| median | 92922.921 |
| Q3 | 126053.91 |
| 95-th percentile | 1971418.4 |
| Maximum | 3121412.5 |
| Range | 3121756.8 |
| Interquartile range (IQR) | 66914.345 |
Descriptive statistics
| Standard deviation | 609824.47 |
|---|---|
| Coefficient of variation (CV) | 2.2263235 |
| Kurtosis | 9.6115371 |
| Mean | 273915.48 |
| Median Absolute Deviation (MAD) | 33400.224 |
| Skewness | 3.2565324 |
| Sum | 2.7391548 × 1010 |
| Variance | 3.7188588 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2464272.995 | 691 | 0.7% |
| 2628557.862 | 685 | 0.7% |
| 2299988.129 | 679 | 0.7% |
| 985709.1981 | 679 | 0.7% |
| 1478563.797 | 678 | 0.7% |
| 1149994.065 | 675 | 0.7% |
| 2135703.263 | 670 | 0.7% |
| 2957127.594 | 667 | 0.7% |
| 2792842.728 | 662 | 0.7% |
| 1807133.53 | 662 | 0.7% |
| Other values (29883) | 93252 |
| Value | Count | Frequency (%) |
| -344.337158 | 4 | |
| 7114.142105 | 3 | |
| 8012.344674 | 3 | |
| 8309.978998 | 2 | |
| 8414.665655 | 3 | |
| 9408.048384 | 4 | |
| 9530.895562 | 4 | |
| 9595.534428 | 3 | |
| 9691.15952 | 3 | |
| 9788.839675 | 4 |
| Value | Count | Frequency (%) |
| 3121412.461 | 644 | |
| 2957127.594 | 667 | |
| 2792842.728 | 662 | |
| 2628557.862 | 685 | |
| 2464272.995 | 691 | |
| 2299988.129 | 679 | |
| 2135703.263 | 670 | |
| 1971418.396 | 661 | |
| 1807133.53 | 662 | |
| 1642848.664 | 650 |
bonus
Real number (ℝ)
| Distinct | 9494 |
|---|---|
| Distinct (%) | 9.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5000.5336 |
| Minimum | 0 |
|---|---|
| Maximum | 9999 |
| Zeros | 22 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 491 |
| Q1 | 2508 |
| median | 5004 |
| Q3 | 7504.25 |
| 95-th percentile | 9514 |
| Maximum | 9999 |
| Range | 9999 |
| Interquartile range (IQR) | 4996.25 |
Descriptive statistics
| Standard deviation | 2891.5013 |
|---|---|
| Coefficient of variation (CV) | 0.57823855 |
| Kurtosis | -1.1996851 |
| Mean | 5000.5336 |
| Median Absolute Deviation (MAD) | 2498 |
| Skewness | -0.00068108839 |
| Sum | 5.0005336 × 108 |
| Variance | 8360779.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3899 | 40 | < 0.1% |
| 6995 | 39 | < 0.1% |
| 9583 | 36 | < 0.1% |
| 6230 | 36 | < 0.1% |
| 5379 | 35 | < 0.1% |
| 669 | 34 | < 0.1% |
| 217 | 34 | < 0.1% |
| 6775 | 33 | < 0.1% |
| 4165 | 33 | < 0.1% |
| 7140 | 33 | < 0.1% |
| Other values (9484) | 99647 |
| Value | Count | Frequency (%) |
| 0 | 22 | |
| 1 | 11 | |
| 2 | 14 | |
| 3 | 7 | < 0.1% |
| 4 | 16 | |
| 5 | 18 | |
| 6 | 11 | |
| 8 | 12 | |
| 9 | 6 | < 0.1% |
| 10 | 21 |
| Value | Count | Frequency (%) |
| 9999 | 12 | |
| 9998 | 18 | |
| 9997 | 2 | < 0.1% |
| 9996 | 7 | < 0.1% |
| 9995 | 3 | < 0.1% |
| 9994 | 3 | < 0.1% |
| 9993 | 15 | |
| 9992 | 14 | |
| 9991 | 13 | |
| 9990 | 23 |
stock_options
Real number (ℝ)
| Distinct | 19093 |
|---|---|
| Distinct (%) | 19.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15014.531 |
| Minimum | 0 |
|---|---|
| Maximum | 29998 |
| Zeros | 7 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1459 |
| Q1 | 7463.75 |
| median | 14995 |
| Q3 | 22530 |
| 95-th percentile | 28481 |
| Maximum | 29998 |
| Range | 29998 |
| Interquartile range (IQR) | 15066.25 |
Descriptive statistics
| Standard deviation | 8664.1427 |
|---|---|
| Coefficient of variation (CV) | 0.57705051 |
| Kurtosis | -1.2025961 |
| Mean | 15014.531 |
| Median Absolute Deviation (MAD) | 7533 |
| Skewness | -0.0055165875 |
| Sum | 1.5014531 × 109 |
| Variance | 75067369 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10642 | 28 | < 0.1% |
| 24318 | 24 | < 0.1% |
| 14557 | 23 | < 0.1% |
| 14866 | 22 | < 0.1% |
| 5233 | 22 | < 0.1% |
| 25362 | 22 | < 0.1% |
| 20175 | 21 | < 0.1% |
| 814 | 21 | < 0.1% |
| 27437 | 21 | < 0.1% |
| 23970 | 21 | < 0.1% |
| Other values (19083) | 99775 |
| Value | Count | Frequency (%) |
| 0 | 7 | |
| 1 | 2 | < 0.1% |
| 6 | 4 | < 0.1% |
| 8 | 3 | < 0.1% |
| 9 | 4 | < 0.1% |
| 12 | 3 | < 0.1% |
| 14 | 3 | < 0.1% |
| 15 | 3 | < 0.1% |
| 16 | 3 | < 0.1% |
| 17 | 12 |
| Value | Count | Frequency (%) |
| 29998 | 2 | < 0.1% |
| 29997 | 4 | < 0.1% |
| 29996 | 6 | |
| 29995 | 6 | |
| 29994 | 4 | < 0.1% |
| 29993 | 11 | |
| 29991 | 6 | |
| 29990 | 6 | |
| 29989 | 4 | < 0.1% |
| 29984 | 3 | < 0.1% |
total_salary
Real number (ℝ)
High correlation 
| Distinct | 29976 |
|---|---|
| Distinct (%) | 30.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 105189.4 |
| Minimum | 13732.471 |
|---|---|
| Maximum | 196335.84 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 13732.471 |
|---|---|
| 5-th percentile | 48109.539 |
| Q1 | 74890.961 |
| median | 105372.47 |
| Q3 | 135233.16 |
| 95-th percentile | 162065.98 |
| Maximum | 196335.84 |
| Range | 182603.37 |
| Interquartile range (IQR) | 60342.202 |
Descriptive statistics
| Standard deviation | 36335.187 |
|---|---|
| Coefficient of variation (CV) | 0.34542631 |
| Kurtosis | -1.0074881 |
| Mean | 105189.4 |
| Median Absolute Deviation (MAD) | 30156.537 |
| Skewness | -0.0069139211 |
| Sum | 1.051894 × 1010 |
| Variance | 1.3202458 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 64334.52187 | 4 | < 0.1% |
| 128905.6789 | 4 | < 0.1% |
| 106850.9659 | 4 | < 0.1% |
| 151561.1 | 4 | < 0.1% |
| 134864.555 | 4 | < 0.1% |
| 139785.2998 | 4 | < 0.1% |
| 151348.7951 | 4 | < 0.1% |
| 85420.40669 | 4 | < 0.1% |
| 124781.3966 | 4 | < 0.1% |
| 44949.2559 | 4 | < 0.1% |
| Other values (29966) | 99960 |
| Value | Count | Frequency (%) |
| 13732.47075 | 3 | |
| 15766.39166 | 3 | |
| 16312.83968 | 4 | |
| 17630.64876 | 3 | |
| 17930.1565 | 3 | |
| 18417.2457 | 2 | |
| 18826.42532 | 4 | |
| 18904.66565 | 3 | |
| 19162.07058 | 3 | |
| 19991.32945 | 2 |
| Value | Count | Frequency (%) |
| 196335.8389 | 4 | |
| 194090.636 | 4 | |
| 193371.2468 | 4 | |
| 191967.2556 | 2 | |
| 191889.8664 | 4 | |
| 189131.5345 | 3 | |
| 188963.1098 | 4 | |
| 188712.7583 | 4 | |
| 188359.1604 | 3 | |
| 188335.4938 | 4 |
salary_in_usd
Real number (ℝ)
High correlation 
| Distinct | 29976 |
|---|---|
| Distinct (%) | 30.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 103339.98 |
| Minimum | 221.00695 |
|---|---|
| Maximum | 2354698.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 221.00695 |
|---|---|
| 5-th percentile | 904.53934 |
| Q1 | 48338.066 |
| median | 91291.878 |
| Q3 | 133356.75 |
| 95-th percentile | 190884.52 |
| Maximum | 2354698.2 |
| Range | 2354477.2 |
| Interquartile range (IQR) | 85018.679 |
Descriptive statistics
| Standard deviation | 146128.71 |
|---|---|
| Coefficient of variation (CV) | 1.4140579 |
| Kurtosis | 69.95742 |
| Mean | 103339.98 |
| Median Absolute Deviation (MAD) | 42484.123 |
| Skewness | 7.4038024 |
| Sum | 1.0333998 × 1010 |
| Variance | 2.1353601 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 83634.87843 | 4 | < 0.1% |
| 141796.2468 | 4 | < 0.1% |
| 106850.9659 | 4 | < 0.1% |
| 1818.7332 | 4 | < 0.1% |
| 1483510.105 | 4 | < 0.1% |
| 104838.9749 | 4 | < 0.1% |
| 113511.5963 | 4 | < 0.1% |
| 939624.4735 | 4 | < 0.1% |
| 162215.8156 | 4 | < 0.1% |
| 5393.910708 | 4 | < 0.1% |
| Other values (29966) | 99960 |
| Value | Count | Frequency (%) |
| 221.0069484 | 2 | |
| 239.8959534 | 2 | |
| 290.9995072 | 3 | |
| 319.7131564 | 4 | |
| 320.4255285 | 2 | |
| 326.7661597 | 4 | |
| 332.1927027 | 4 | |
| 332.8976715 | 3 | |
| 334.4453301 | 4 | |
| 349.7129345 | 2 |
| Value | Count | Frequency (%) |
| 2354698.235 | 4 | |
| 2281888.063 | 3 | |
| 2244156.761 | 4 | |
| 2201626.136 | 3 | |
| 2086524.059 | 4 | |
| 2042707.312 | 3 | |
| 2029208.849 | 1 | < 0.1% |
| 1994731.507 | 4 | |
| 1932229.115 | 2 | |
| 1925146.241 | 3 |
currency
Categorical
High correlation 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.7 MiB |
| GBP | |
|---|---|
| USD | |
| CAD | |
| INR | |
| EUR |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | USD |
|---|---|
| 2nd row | EUR |
| 3rd row | EUR |
| 4th row | USD |
| 5th row | INR |
Common Values
| Value | Count | Frequency (%) |
| GBP | 20202 | |
| USD | 20084 | |
| CAD | 20008 | |
| INR | 19934 | |
| EUR | 19772 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| gbp | 20202 | |
| usd | 20084 | |
| cad | 20008 | |
| inr | 19934 | |
| eur | 19772 |
Most occurring characters
| Value | Count | Frequency (%) |
| D | 40092 | |
| U | 39856 | |
| R | 39706 | |
| G | 20202 | |
| P | 20202 | |
| B | 20202 | |
| S | 20084 | |
| C | 20008 | |
| A | 20008 | |
| I | 19934 | |
| Other values (2) | 39706 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 300000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| D | 40092 | |
| U | 39856 | |
| R | 39706 | |
| G | 20202 | |
| P | 20202 | |
| B | 20202 | |
| S | 20084 | |
| C | 20008 | |
| A | 20008 | |
| I | 19934 | |
| Other values (2) | 39706 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 300000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| D | 40092 | |
| U | 39856 | |
| R | 39706 | |
| G | 20202 | |
| P | 20202 | |
| B | 20202 | |
| S | 20084 | |
| C | 20008 | |
| A | 20008 | |
| I | 19934 | |
| Other values (2) | 39706 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 300000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| D | 40092 | |
| U | 39856 | |
| R | 39706 | |
| G | 20202 | |
| P | 20202 | |
| B | 20202 | |
| S | 20084 | |
| C | 20008 | |
| A | 20008 | |
| I | 19934 | |
| Other values (2) | 39706 |
education
Unsupported
Missing  Rejected  Unsupported 
| Missing | 100000 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 781.4 KiB |
skills
Unsupported
Missing  Rejected  Unsupported 
| Missing | 100000 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 781.4 KiB |
conversion_rate
Categorical
High correlation 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.8 MiB |
| 1.3 | |
|---|---|
| 1.0 | |
| 0.75 | |
| 0.012 | |
| 1.1 |
Length
| Max length | 5 |
|---|---|
| Median length | 3 |
| Mean length | 3.59876 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.1 |
| 3rd row | 1.1 |
| 4th row | 1.0 |
| 5th row | 0.012 |
Common Values
| Value | Count | Frequency (%) |
| 1.3 | 20202 | |
| 1.0 | 20084 | |
| 0.75 | 20008 | |
| 0.012 | 19934 | |
| 1.1 | 19772 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.3 | 20202 | |
| 1.0 | 20084 | |
| 0.75 | 20008 | |
| 0.012 | 19934 | |
| 1.1 | 19772 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 100000 | |
| 1 | 99764 | |
| 0 | 79960 | |
| 3 | 20202 | 5.6% |
| 7 | 20008 | 5.6% |
| 5 | 20008 | 5.6% |
| 2 | 19934 | 5.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 359876 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 100000 | |
| 1 | 99764 | |
| 0 | 79960 | |
| 3 | 20202 | 5.6% |
| 7 | 20008 | 5.6% |
| 5 | 20008 | 5.6% |
| 2 | 19934 | 5.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 359876 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 100000 | |
| 1 | 99764 | |
| 0 | 79960 | |
| 3 | 20202 | 5.6% |
| 7 | 20008 | 5.6% |
| 5 | 20008 | 5.6% |
| 2 | 19934 | 5.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 359876 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 100000 | |
| 1 | 99764 | |
| 0 | 79960 | |
| 3 | 20202 | 5.6% |
| 7 | 20008 | 5.6% |
| 5 | 20008 | 5.6% |
| 2 | 19934 | 5.5% |
adjusted_total_usd
Real number (ℝ)
High correlation 
| Distinct | 81716 |
|---|---|
| Distinct (%) | 81.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 245166.84 |
| Minimum | 164.78965 |
|---|---|
| Maximum | 4108339.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 164.78965 |
|---|---|
| 5-th percentile | 934.95383 |
| Q1 | 49495.711 |
| median | 95188.148 |
| Q3 | 143031.64 |
| 95-th percentile | 1664767.8 |
| Maximum | 4108339.9 |
| Range | 4108175.1 |
| Interquartile range (IQR) | 93535.929 |
Descriptive statistics
| Standard deviation | 591820.23 |
|---|---|
| Coefficient of variation (CV) | 2.413949 |
| Kurtosis | 15.302569 |
| Mean | 245166.84 |
| Median Absolute Deviation (MAD) | 46891.765 |
| Skewness | 3.9142544 |
| Sum | 2.4516684 × 1010 |
| Variance | 3.5025118 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 93003.79188 | 4 | < 0.1% |
| 1948.490432 | 4 | < 0.1% |
| 80804.65607 | 4 | < 0.1% |
| 1318.369372 | 4 | < 0.1% |
| 65559.85655 | 4 | < 0.1% |
| 102790.098 | 4 | < 0.1% |
| 93225.57741 | 4 | < 0.1% |
| 97072.98433 | 4 | < 0.1% |
| 162614.2464 | 4 | < 0.1% |
| 1599.449156 | 4 | < 0.1% |
| Other values (81706) | 99960 |
| Value | Count | Frequency (%) |
| 164.7896491 | 1 | |
| 195.7540761 | 1 | |
| 215.161878 | 1 | |
| 221.0069484 | 1 | |
| 225.9171038 | 1 | |
| 226.8559879 | 1 | |
| 229.9448469 | 1 | |
| 239.8959534 | 1 | |
| 248.658584 | 1 | |
| 259.394489 | 1 |
| Value | Count | Frequency (%) |
| 4108339.899 | 1 | |
| 4106341.799 | 1 | |
| 4105499.399 | 1 | |
| 4105384.999 | 1 | |
| 4104767.499 | 1 | |
| 4104663.499 | 1 | |
| 4104229.299 | 1 | |
| 4103031.999 | 1 | |
| 4102554.899 | 1 | |
| 4102331.299 | 1 |
Interactions
Correlations
| adjusted_total_usd | base_salary | bonus | company_location | company_size | conversion_rate | currency | employment_type | experience_level | job_title | remote_ratio | salary_currency | salary_in_usd | stock_options | total_salary | years_experience | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| adjusted_total_usd | 1.000 | 0.613 | 0.039 | 0.003 | 0.000 | 0.123 | 0.123 | 1.000 | 1.000 | 0.004 | 0.000 | 0.000 | 0.291 | 0.109 | 0.488 | 0.003 |
| base_salary | 0.613 | 1.000 | 0.008 | 0.000 | 0.009 | 0.004 | 0.004 | 1.000 | 1.000 | 0.001 | 0.005 | 0.000 | 0.463 | 0.005 | 0.787 | 0.001 |
| bonus | 0.039 | 0.008 | 1.000 | 0.017 | 0.020 | 0.000 | 0.000 | 0.015 | 0.020 | 0.013 | 0.011 | 0.016 | 0.046 | -0.009 | 0.081 | -0.003 |
| company_location | 0.003 | 0.000 | 0.017 | 1.000 | 0.011 | 0.005 | 0.005 | 0.014 | 0.009 | 0.013 | 0.009 | 0.010 | 0.016 | 0.016 | 0.013 | 0.016 |
| company_size | 0.000 | 0.009 | 0.020 | 0.011 | 1.000 | 0.002 | 0.002 | 0.004 | 0.000 | 0.014 | 0.006 | 0.003 | 0.016 | 0.020 | 0.008 | 0.015 |
| conversion_rate | 0.123 | 0.004 | 0.000 | 0.005 | 0.002 | 1.000 | 1.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.003 | 0.005 | 0.000 | 0.000 | 0.000 |
| currency | 0.123 | 0.004 | 0.000 | 0.005 | 0.002 | 1.000 | 1.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.003 | 0.005 | 0.000 | 0.000 | 0.000 |
| employment_type | 1.000 | 1.000 | 0.015 | 0.014 | 0.004 | 0.003 | 0.003 | 1.000 | 0.012 | 0.015 | 0.011 | 0.014 | 0.018 | 0.016 | 0.014 | 0.019 |
| experience_level | 1.000 | 1.000 | 0.020 | 0.009 | 0.000 | 0.000 | 0.000 | 0.012 | 1.000 | 0.000 | 0.006 | 0.010 | 0.068 | 0.017 | 0.759 | 0.014 |
| job_title | 0.004 | 0.001 | 0.013 | 0.013 | 0.014 | 0.000 | 0.000 | 0.015 | 0.000 | 1.000 | 0.012 | 0.012 | 0.010 | 0.013 | 0.008 | 0.011 |
| remote_ratio | 0.000 | 0.005 | 0.011 | 0.009 | 0.006 | 0.000 | 0.000 | 0.011 | 0.006 | 0.012 | 1.000 | 0.009 | 0.015 | 0.010 | 0.011 | 0.016 |
| salary_currency | 0.000 | 0.000 | 0.016 | 0.010 | 0.003 | 0.003 | 0.003 | 0.014 | 0.010 | 0.012 | 0.009 | 1.000 | 0.050 | 0.011 | 0.018 | 0.016 |
| salary_in_usd | 0.291 | 0.463 | 0.046 | 0.016 | 0.016 | 0.005 | 0.005 | 0.018 | 0.068 | 0.010 | 0.015 | 0.050 | 1.000 | 0.133 | 0.587 | 0.005 |
| stock_options | 0.109 | 0.005 | -0.009 | 0.016 | 0.020 | 0.000 | 0.000 | 0.016 | 0.017 | 0.013 | 0.010 | 0.011 | 0.133 | 1.000 | 0.232 | 0.002 |
| total_salary | 0.488 | 0.787 | 0.081 | 0.013 | 0.008 | 0.000 | 0.000 | 0.014 | 0.759 | 0.008 | 0.011 | 0.018 | 0.587 | 0.232 | 1.000 | 0.004 |
| years_experience | 0.003 | 0.001 | -0.003 | 0.016 | 0.015 | 0.000 | 0.000 | 0.019 | 0.014 | 0.011 | 0.016 | 0.016 | 0.005 | 0.002 | 0.004 | 1.000 |
Missing values
Sample
| job_title | experience_level | employment_type | company_size | company_location | remote_ratio | salary_currency | years_experience | base_salary | bonus | stock_options | total_salary | salary_in_usd | currency | education | skills | conversion_rate | adjusted_total_usd | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Data Analyst | Mid | Contract | Medium | Germany | 0 | INR | 13 | 68407.451747 | 1100 | 19325 | 88832.451747 | 1065.989421 | USD | NaN | NaN | 1.000 | 88832.451747 |
| 1 | DevOps Engineer | Mid | Contract | Small | India | 100 | GBP | 9 | 64193.117775 | 2194 | 19164 | 85551.117775 | 111216.453107 | EUR | NaN | NaN | 1.100 | 94106.229552 |
| 2 | Research Scientist | Lead | None | Medium | Germany | 0 | EUR | 19 | 136071.842899 | 3206 | 12735 | 152012.842899 | 167214.127189 | EUR | NaN | NaN | 1.100 | 167214.127189 |
| 3 | Software Engr | Lead | Full-time | Large | India | 50 | INR | 7 | 141850.905335 | 9594 | 11158 | 162602.905335 | 19512.348640 | USD | NaN | NaN | 1.000 | 162602.905335 |
| 4 | Software Engr | Lead | Intern | Large | Germany | 100 | INR | 10 | 121841.163226 | 6796 | 806 | 129443.163226 | 1553.317959 | INR | NaN | NaN | 0.012 | 1553.317959 |
| 5 | Data Analyst | Mid | Contract | Large | UK | 0 | EUR | 14 | 58008.485674 | 6419 | 22462 | 86889.485674 | 95578.434242 | EUR | NaN | NaN | 1.100 | 95578.434242 |
| 6 | Dt Scientist | Lead | Intern | Small | Canada | 0 | EUR | 15 | 126109.482124 | 5074 | 1660 | 132843.482124 | 146127.830336 | INR | NaN | NaN | 0.012 | 1594.121785 |
| 7 | DevOps Engineer | Lead | Intern | Medium | India | 50 | INR | 19 | 121069.476205 | 8075 | 27588 | 156732.476205 | 1880.789714 | USD | NaN | NaN | 1.000 | 156732.476205 |
| 8 | ML Enginer | None | None | Large | Canada | 50 | GBP | 12 | 92078.012261 | 5997 | 9567 | 107642.012261 | 139934.615939 | CAD | NaN | NaN | 0.750 | 80731.509196 |
| 9 | Data Analyst | Senior | Full-time | Large | India | 0 | CAD | 7 | 105153.994816 | 717 | 22369 | 128239.994816 | 96179.996112 | INR | NaN | NaN | 0.012 | 1538.879938 |
| job_title | experience_level | employment_type | company_size | company_location | remote_ratio | salary_currency | years_experience | base_salary | bonus | stock_options | total_salary | salary_in_usd | currency | education | skills | conversion_rate | adjusted_total_usd | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 99990 | Sofware Engneer | Mid | Part-time | Large | Remote | 100 | EUR | 9 | 6.571535e+04 | 702 | 9020 | 75437.352858 | 82981.088144 | GBP | NaN | NaN | 1.30 | 9.806856e+04 |
| 99991 | Data Analyst | None | None | Small | UK | 50 | EUR | 2 | 2.957128e+06 | 2131 | 14034 | 85901.600346 | 94491.760381 | CAD | NaN | NaN | 0.75 | 2.229969e+06 |
| 99992 | Dt Scientist | Lead | Intern | Large | India | 50 | EUR | 18 | 1.231832e+05 | 2241 | 26285 | 151709.207008 | 166880.127709 | EUR | NaN | NaN | 1.10 | 1.668801e+05 |
| 99993 | DevOps Engineer | None | None | Large | UK | 0 | USD | 10 | 1.314279e+06 | 4886 | 10910 | 30937.665857 | 30937.665857 | CAD | NaN | NaN | 0.75 | 9.975562e+05 |
| 99994 | ML Engr | Junior | Intern | Large | USA | 50 | GBP | 18 | 3.677303e+04 | 3392 | 1443 | 41608.027335 | 54090.435535 | USD | NaN | NaN | 1.00 | 4.160803e+04 |
| 99995 | DevOps Engineer | Mid | Full-time | Large | India | 50 | EUR | 14 | 7.533198e+04 | 3260 | 29331 | 107922.984608 | 118715.283069 | USD | NaN | NaN | 1.00 | 1.079230e+05 |
| 99996 | ML Enginer | Senior | Contract | Medium | Canada | 50 | USD | 4 | 1.064161e+05 | 5777 | 477 | 112670.051623 | 112670.051623 | EUR | NaN | NaN | 1.10 | 1.239371e+05 |
| 99997 | Machine Learning Engr | Senior | Part-time | Medium | UK | 50 | GBP | 2 | 1.033159e+05 | 9638 | 24124 | 137077.889785 | 178201.256720 | USD | NaN | NaN | 1.00 | 1.370779e+05 |
| 99998 | Research Scientist | Junior | Intern | Medium | Remote | 100 | CAD | 14 | 3.749326e+04 | 8990 | 27729 | 74212.261693 | 55659.196269 | CAD | NaN | NaN | 0.75 | 5.565920e+04 |
| 99999 | Research Scientist | None | None | Large | Germany | 0 | CAD | 7 | 5.854700e+04 | 6792 | 11105 | 76443.997791 | 57332.998343 | CAD | NaN | NaN | 0.75 | 5.733300e+04 |
Duplicate rows
Most frequently occurring
| job_title | experience_level | employment_type | company_size | company_location | remote_ratio | salary_currency | years_experience | base_salary | bonus | stock_options | total_salary | salary_in_usd | currency | conversion_rate | adjusted_total_usd | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 520 | Data Analyst | Junior | Part-time | Small | Remote | 0 | USD | 6 | 37651.293995 | 7538 | 3957 | 49146.293995 | 49146.293995 | USD | 1.000 | 49146.293995 | 4 |
| 603 | Data Analyst | Lead | Contract | Large | Remote | 100 | EUR | 8 | 117167.137092 | 9051 | 14398 | 140616.137092 | 154677.750801 | USD | 1.000 | 140616.137092 | 4 |
| 817 | Data Analyst | Lead | Full-time | Small | Remote | 0 | INR | 16 | 133376.596848 | 220 | 13970 | 147566.596848 | 1770.799162 | INR | 0.012 | 1770.799162 | 4 |
| 1046 | Data Analyst | Lead | Part-time | Medium | Remote | 0 | USD | 3 | 142102.586722 | 2310 | 12957 | 157369.586722 | 157369.586722 | USD | 1.000 | 157369.586722 | 4 |
| 1107 | Data Analyst | Lead | Part-time | Small | UK | 0 | INR | 2 | 135164.875684 | 4076 | 23569 | 162809.875684 | 1953.718508 | GBP | 1.300 | 211652.838389 | 4 |
| 1447 | Data Analyst | Mid | Intern | Large | UK | 100 | GBP | 11 | 85161.307069 | 3854 | 19045 | 108060.307069 | 140478.399189 | EUR | 1.100 | 118866.337776 | 4 |
| 1521 | Data Analyst | Mid | Intern | Small | Germany | 50 | INR | 11 | 67103.531689 | 1896 | 8258 | 77257.531689 | 927.090380 | GBP | 1.300 | 100434.791196 | 4 |
| 1817 | Data Analyst | Senior | Full-time | Large | Canada | 0 | INR | 1 | 96240.369622 | 6105 | 17757 | 120102.369622 | 1441.228435 | CAD | 0.750 | 90076.777217 | 4 |
| 2062 | Data Analyst | Senior | Intern | Small | UK | 100 | CAD | 6 | 100907.380555 | 3171 | 18496 | 122574.380555 | 91930.785416 | GBP | 1.300 | 159346.694721 | 4 |
| 2201 | Data Analyst | Senior | Part-time | Small | USA | 50 | EUR | 14 | 95882.074292 | 7083 | 10350 | 113315.074292 | 124646.581721 | USD | 1.000 | 113315.074292 | 4 |